{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "01869755",
   "metadata": {},
   "source": [
    "------\n",
    "* Python Web crawler\n",
    "* 2023.11.01\n",
    "* week09\n",
    "------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95c40a5d",
   "metadata": {},
   "source": [
    "* 备注"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13f44521",
   "metadata": {},
   "source": [
    "> \n",
    "> 城市：'全国'、 '北京、 '上海'、 '天津'、 '重庆'、 '广州'、'深圳'、 '苏州'、 '南京'、 '杭州'、 '大连'、'成都'、 '武汉'、 '西安'\n",
    ">\n",
    "> 关键词：不限制\n",
    ">\n",
    "> 工作经验：'应届生'、 '实习生'、 '1年以内'、 '1-3年'、'3-5年'、 '5-10年'、'10年以上'\n",
    ">\n",
    "> 公司规模：1-49人、50-99人、100-499人、500-999人、1000-2000人、2000-5000人、5000-10000人、10000人以上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b684347f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待3秒...然后以继续抓取\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"09ea96f81e58eafe6ac4e705fd2725a1\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>厦门唯样科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>9885213</td>\n",
       "      <td>5c6e1794261c45f047888e8e04u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9885213/</td>\n",
       "      <td>[渠道运营, 产品运营]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1948818805.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>fd14de11be220755ac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>总经理</td>\n",
       "      <td>09ea96f81e58eafe6ac4e705fd2725a1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"46ef4a764231e8fa5a4ecf6035f8c8d7\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>英飞特科技</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13590205</td>\n",
       "      <td>64c073d4482cfe5fcdc77fba07u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13590205/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1959756525.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>723dbee28ccff45bc89ef0a44aca9dff</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>46ef4a764231e8fa5a4ecf6035f8c8d7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"4898c453f67450440d4d8cf16bd118f5\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>创维-RGB电子</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1550812</td>\n",
       "      <td>5bfe96db74719df0ac991c0e03a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/1550812/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1961288827.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>735936693af29097a9f0273dd33fa30b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>程女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>4898c453f67450440d4d8cf16bd118f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"975590973597d5990df38e310c892c5e\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>深圳汉阳科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>8809483</td>\n",
       "      <td>638030fd790f213180984f4401u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/8809483/</td>\n",
       "      <td>[工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1959083047.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>be61c56b006b75c8fda65984f5cddb33</td>\n",
       "      <td>2</td>\n",
       "      <td>6482ad4ca582421b523f6aad02u.png</td>\n",
       "      <td>江女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>975590973597d5990df38e310c892c5e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"b9f5503a38d756eea51fcf4dc008bfd3\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>深圳市迷谷启明科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13341083</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/13341083/</td>\n",
       "      <td>[策略产品, 产品优化, 团队管理, 用户研究, 数据分析]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1960207589.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>174228587afe7e1221763eed48c5bc0c</td>\n",
       "      <td>2</td>\n",
       "      <td>644ed8b14bbdfd19cd96b38d07u.png</td>\n",
       "      <td>彭先生</td>\n",
       "      <td>创始人</td>\n",
       "      <td>b9f5503a38d756eea51fcf4dc008bfd3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"叶女士\",\"jobId\":\"47751541\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>大管加</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>9238896</td>\n",
       "      <td>5e3d1aa96324626e179ace0101u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9238896/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1947751541.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>a7f0595c4c7c6c9e29888d5bd738486d</td>\n",
       "      <td>2</td>\n",
       "      <td>6222b5dd81a14b00fe471f2d05u.png</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>人事总监</td>\n",
       "      <td>7e0552041de035336061a88615ecdaa4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"罗女士\",\"jobId\":\"47789029\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>大管加</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>9238896</td>\n",
       "      <td>5e3d1aa96324626e179ace0101u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9238896/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1947789029.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>7a0582dd659609185347fc59a89f891b</td>\n",
       "      <td>2</td>\n",
       "      <td>6225a01d81a14b00fe47233b03u.png</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>0cb8121bf5405885d431a8234a355eca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"潘女士\",\"jobId\":\"44390507\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>大管加</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>9238896</td>\n",
       "      <td>5e3d1aa96324626e179ace0101u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9238896/</td>\n",
       "      <td>[储备干部]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1944390507.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>a35b871def258d0b56b7c760893b3b57</td>\n",
       "      <td>2</td>\n",
       "      <td>617bbe5c3dba297879e6376205u.png</td>\n",
       "      <td>潘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>cde71db7e8d6ad4c9e03f409edb085ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"童女士\",\"jobId\":\"49947443\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>深圳市欣妍生物技术有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>13225483</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/13225483/</td>\n",
       "      <td>[销售助理]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1949947443.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>808f8323d71066945153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>童女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>7ea036c02a53ddf1deeca2a9ecc4662b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"53312875\",\"job...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>深圳市科德雅电子有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>13231417</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13231417/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1953312875.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>fe2fcd39bb640225244e08c53f86302f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>采购</td>\n",
       "      <td>be9b47a5ed342f4b07eaf2b5df827a7a</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"09ea96f81e58eafe6ac4e705fd2725a1\",\"...   \n",
       "1   {\"userId\":\"46ef4a764231e8fa5a4ecf6035f8c8d7\",\"...   \n",
       "2   {\"userId\":\"4898c453f67450440d4d8cf16bd118f5\",\"...   \n",
       "3   {\"userId\":\"975590973597d5990df38e310c892c5e\",\"...   \n",
       "4   {\"userId\":\"b9f5503a38d756eea51fcf4dc008bfd3\",\"...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"叶女士\",\"jobId\":\"47751541\",\"job...   \n",
       "36  {\"recruiterName\":\"罗女士\",\"jobId\":\"47789029\",\"job...   \n",
       "37  {\"recruiterName\":\"潘女士\",\"jobId\":\"44390507\",\"job...   \n",
       "38  {\"recruiterName\":\"童女士\",\"jobId\":\"49947443\",\"job...   \n",
       "39  {\"recruiterName\":\"刘女士\",\"jobId\":\"53312875\",\"job...   \n",
       "\n",
       "                                             dataInfo  comp.compName  \\\n",
       "0   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...     厦门唯样科技有限公司   \n",
       "1   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...          英飞特科技   \n",
       "2   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...       创维-RGB电子   \n",
       "3   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...     深圳汉阳科技有限公司   \n",
       "4   %7B%22scene%22%3A%22condition%22%2C%22skId%22%...  深圳市迷谷启明科技有限公司   \n",
       "..                                                ...            ...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...            大管加   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...            大管加   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...            大管加   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...  深圳市欣妍生物技术有限公司   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   深圳市科德雅电子有限公司   \n",
       "\n",
       "   comp.compScale comp.compStage  comp.compId  \\\n",
       "0          50-99人          融资未公开      9885213   \n",
       "1        100-499人            NaN     13590205   \n",
       "2        10000人以上            NaN      1550812   \n",
       "3          50-99人            天使轮      8809483   \n",
       "4           1-49人            NaN     13341083   \n",
       "..            ...            ...          ...   \n",
       "35       100-499人            天使轮      9238896   \n",
       "36       100-499人            天使轮      9238896   \n",
       "37       100-499人            天使轮      9238896   \n",
       "38          1-49人          融资未公开     13225483   \n",
       "39          1-49人          融资未公开     13231417   \n",
       "\n",
       "                      comp.compLogo comp.compIndustry  \\\n",
       "0   5c6e1794261c45f047888e8e04u.png       电子/半导体/集成电路   \n",
       "1   64c073d4482cfe5fcdc77fba07u.png       电子/半导体/集成电路   \n",
       "2   5bfe96db74719df0ac991c0e03a.png       电子/半导体/集成电路   \n",
       "3   638030fd790f213180984f4401u.png              人工智能   \n",
       "4   61b07937d0458d53c627567e02u.jpg               互联网   \n",
       "..                              ...               ...   \n",
       "35  5e3d1aa96324626e179ace0101u.jpg             计算机软件   \n",
       "36  5e3d1aa96324626e179ace0101u.jpg             计算机软件   \n",
       "37  5e3d1aa96324626e179ace0101u.jpg             计算机软件   \n",
       "38  61b07937d0458d53c627567e02u.jpg                制药   \n",
       "39  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "\n",
       "                                   comp.link  \\\n",
       "0    https://www.liepin.com/company/9885213/   \n",
       "1   https://www.liepin.com/company/13590205/   \n",
       "2    https://www.liepin.com/company/1550812/   \n",
       "3    https://www.liepin.com/company/8809483/   \n",
       "4   https://www.liepin.com/company/13341083/   \n",
       "..                                       ...   \n",
       "35   https://www.liepin.com/company/9238896/   \n",
       "36   https://www.liepin.com/company/9238896/   \n",
       "37   https://www.liepin.com/company/9238896/   \n",
       "38  https://www.liepin.com/company/13225483/   \n",
       "39  https://www.liepin.com/company/13231417/   \n",
       "\n",
       "                                           job.labels  ...  job.pcOuterLink  \\\n",
       "0                                        [渠道运营, 产品运营]  ...                    \n",
       "1                                                  []  ...                    \n",
       "2                                                  []  ...                    \n",
       "3   [工具产品, 数据产品, 策略产品, 用户研究, 团队管理, 数据分析, 需求分析, 竞品分...  ...                    \n",
       "4                      [策略产品, 产品优化, 团队管理, 用户研究, 数据分析]  ...                    \n",
       "..                                                ...  ...              ...   \n",
       "35                                                 []  ...                    \n",
       "36                                                 []  ...                    \n",
       "37                                             [储备干部]  ...                    \n",
       "38                                             [销售助理]  ...                    \n",
       "39                                                 []  ...                    \n",
       "\n",
       "   job.h5OuterLink                                     job.link  \\\n",
       "0                   https://www.liepin.com/job/1948818805.shtml   \n",
       "1                   https://www.liepin.com/job/1959756525.shtml   \n",
       "2                   https://www.liepin.com/job/1961288827.shtml   \n",
       "3                   https://www.liepin.com/job/1959083047.shtml   \n",
       "4                   https://www.liepin.com/job/1960207589.shtml   \n",
       "..             ...                                          ...   \n",
       "35                  https://www.liepin.com/job/1947751541.shtml   \n",
       "36                  https://www.liepin.com/job/1947789029.shtml   \n",
       "37                  https://www.liepin.com/job/1944390507.shtml   \n",
       "38                  https://www.liepin.com/job/1949947443.shtml   \n",
       "39                  https://www.liepin.com/job/1953312875.shtml   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId  recruiter.imUserType  \\\n",
       "0              False  fd14de11be220755ac365a663ca833da                     2   \n",
       "1              False  723dbee28ccff45bc89ef0a44aca9dff                     2   \n",
       "2              False  735936693af29097a9f0273dd33fa30b                     2   \n",
       "3              False  be61c56b006b75c8fda65984f5cddb33                     2   \n",
       "4              False  174228587afe7e1221763eed48c5bc0c                     2   \n",
       "..               ...                               ...                   ...   \n",
       "35             False  a7f0595c4c7c6c9e29888d5bd738486d                     2   \n",
       "36             False  7a0582dd659609185347fc59a89f891b                     2   \n",
       "37             False  a35b871def258d0b56b7c760893b3b57                     2   \n",
       "38             False  808f8323d71066945153eb2d84a8b1de                     2   \n",
       "39             False  fe2fcd39bb640225244e08c53f86302f                     2   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5f8f986bdfb13a7dee342f2108u.jpg                     吴先生   \n",
       "1   5f8f9863f6d1ab58476f246a08u.jpg                     谢女士   \n",
       "2   5f8f9863f6d1ab58476f246a08u.jpg                     程女士   \n",
       "3   6482ad4ca582421b523f6aad02u.png                     江女士   \n",
       "4   644ed8b14bbdfd19cd96b38d07u.png                     彭先生   \n",
       "..                              ...                     ...   \n",
       "35  6222b5dd81a14b00fe471f2d05u.png                     叶女士   \n",
       "36  6225a01d81a14b00fe47233b03u.png                     罗女士   \n",
       "37  617bbe5c3dba297879e6376205u.png                     潘女士   \n",
       "38  5f8f9865ea60860b75384fa508u.jpg                     童女士   \n",
       "39  5f8f9865ea60860b75384fa508u.jpg                     刘女士   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId  \n",
       "0                       总经理  09ea96f81e58eafe6ac4e705fd2725a1  \n",
       "1                 Recruiter  46ef4a764231e8fa5a4ecf6035f8c8d7  \n",
       "2                      招聘经理  4898c453f67450440d4d8cf16bd118f5  \n",
       "3                        HR  975590973597d5990df38e310c892c5e  \n",
       "4                       创始人  b9f5503a38d756eea51fcf4dc008bfd3  \n",
       "..                      ...                               ...  \n",
       "35                     人事总监  7e0552041de035336061a88615ecdaa4  \n",
       "36                     人事主管  0cb8121bf5405885d431a8234a355eca  \n",
       "37                     人事经理  cde71db7e8d6ad4c9e03f409edb085ff  \n",
       "38                       人事  7ea036c02a53ddf1deeca2a9ecc4662b  \n",
       "39                       采购  be9b47a5ed342f4b07eaf2b5df827a7a  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='应届生')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57829e7b",
   "metadata": {},
   "source": [
    "# 实现登录：cookies实现登录，获取完整数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aaf48be6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; __uuid=1681904685651.21; __gc_id=dec84b24056047edae4ab20d0f3b552c; _ga=GA1.1.1262698532.1681904712; need_bind_tel=false; c_flag=d2d1cef45ed41589b63eda8f3d9bae3e; new_user=false; XSRF-TOKEN=SOcCX0bTQJKyCiw6b5mcdg; __tlog=1698838402540.01%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077c816988384027486324e67044dd2847222999707dd54f6d0ce758234; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022016,1697626783,1698838403; UniqueKey=6f683431aef475db6bc56763ae71c6f2; liepin_login_valid=0; lt_auth=v%2BoPOyMGzVnwtSXRj2MK5Kcb2Y3%2BU2jN8Stfh0xUht%2FoCPfk4P%2FmQAOHqLME%2BCoIqxggdfkzMLb3PeD9wXdC6EEW8VGnlZ6utf6k1X4eTONcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a6f6d1ab58476f322808u.png; user_name=%E4%B8%AD%E6%96%B9%E6%B3%95; inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; imId=9e6702f76d03ac5ac0e19a24088753be; imId_0=9e6702f76d03ac5ac0e19a24088753be; imClientId=9e6702f76d03ac5a694a49467e3c9cd1; imClientId_0=9e6702f76d03ac5a694a49467e3c9cd1; imApp_0=1; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_6f683431aef475db6bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838401.13.1.1698838550.0.0.0; __session_seq=8; __uv_seq=8; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838551; __tlg_event_seq=115'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立登录COOKIE\n",
    "cookie = \"inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; __uuid=1681904685651.21; __gc_id=dec84b24056047edae4ab20d0f3b552c; _ga=GA1.1.1262698532.1681904712; need_bind_tel=false; c_flag=d2d1cef45ed41589b63eda8f3d9bae3e; new_user=false; XSRF-TOKEN=SOcCX0bTQJKyCiw6b5mcdg; __tlog=1698838402540.01%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077c816988384027486324e67044dd2847222999707dd54f6d0ce758234; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022016,1697626783,1698838403; UniqueKey=6f683431aef475db6bc56763ae71c6f2; liepin_login_valid=0; lt_auth=v%2BoPOyMGzVnwtSXRj2MK5Kcb2Y3%2BU2jN8Stfh0xUht%2FoCPfk4P%2FmQAOHqLME%2BCoIqxggdfkzMLb3PeD9wXdC6EEW8VGnlZ6utf6k1X4eTONcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a6f6d1ab58476f322808u.png; user_name=%E4%B8%AD%E6%96%B9%E6%B3%95; inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; imId=9e6702f76d03ac5ac0e19a24088753be; imId_0=9e6702f76d03ac5ac0e19a24088753be; imClientId=9e6702f76d03ac5a694a49467e3c9cd1; imClientId_0=9e6702f76d03ac5a694a49467e3c9cd1; imApp_0=1; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_6f683431aef475db6bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838401.13.1.1698838550.0.0.0; __session_seq=8; __uv_seq=8; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838551; __tlg_event_seq=115\"\n",
    "cookie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c3732cfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "登录cookie inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; __uuid=1681904685651.21; __gc_id=dec84b24056047edae4ab20d0f3b552c; _ga=GA1.1.1262698532.1681904712; need_bind_tel=false; c_flag=d2d1cef45ed41589b63eda8f3d9bae3e; new_user=false; XSRF-TOKEN=SOcCX0bTQJKyCiw6b5mcdg; __tlog=1698838402540.01%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077c816988384027486324e67044dd2847222999707dd54f6d0ce758234; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697022016,1697626783,1698838403; UniqueKey=6f683431aef475db6bc56763ae71c6f2; liepin_login_valid=0; lt_auth=v%2BoPOyMGzVnwtSXRj2MK5Kcb2Y3%2BU2jN8Stfh0xUht%2FoCPfk4P%2FmQAOHqLME%2BCoIqxggdfkzMLb3PeD9wXdC6EEW8VGnlZ6utf6k1X4eTONcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a6f6d1ab58476f322808u.png; user_name=%E4%B8%AD%E6%96%B9%E6%B3%95; inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; imId=9e6702f76d03ac5ac0e19a24088753be; imId_0=9e6702f76d03ac5ac0e19a24088753be; imClientId=9e6702f76d03ac5a694a49467e3c9cd1; imClientId_0=9e6702f76d03ac5a694a49467e3c9cd1; imApp_0=1; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_6f683431aef475db6bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1698838401.13.1.1698838550.0.0.0; __session_seq=8; __uv_seq=8; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1698838551; __tlg_event_seq=115\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'recruiter': {'imId': '9e29ad7645fb1d85b64be310238bddad', 'imUserType': '2', 'chatted': False, 'recruiterName': '马女士', 'recruiterTitle': '高级前端开发工程师', 'recruiterId': '8c3e36cd5cba6dcd8e7624e696f20026', 'recruiterPhoto': '64aabf16a12f6d355e9864fa02u.png'}, 'comp': {'compName': '比亚迪汽车工业有限公司', 'compStage': '战略投资', 'compLogo': '58d206ff7032b4d497af8f3b05a.jpg', 'compId': 7891681, 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/7891681/', 'compIndustry': '新能源汽车'}, 'dataParams': '{\"imId\":\"9e29ad7645fb1d85b64be310238bddad\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"8c3e36cd5cba6dcd8e7624e696f20026\",\"recruiterName\":\"马女士\",\"jobId\":\"62102803\",\"recruiterPhoto\":\"64aabf16a12f6d355e9864fa02u.png\"}', 'dataInfo': '%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262102803%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%7D', 'job': {'labels': ['功能测试'], 'title': '测试', 'dq': '深圳-龙岗区', 'refreshTime': '20231010145118', 'jobKind': '2', 'requireWorkYears': '经验不限', 'requireEduLevel': '本科', 'jobId': '62102803', 'salary': '11-22k', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1962102803.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}}, {'recruiter': {'imId': 'd11d24d1e12e651b99c4538f2a55bd77', 'imUserType': '2', 'chatted': False, 'recruiterName': '丁先生', 'recruiterTitle': '技术/研发总监', 'recruiterId': 'a89f15a497fbba0aa6bdee278f7f1bd4', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'comp': {'compName': '广东欧堡智能电器有限公司', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12785895, 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/12785895/'}, 'dataParams': '{\"imId\":\"d11d24d1e12e651b99c4538f2a55bd77\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"userId\":\"a89f15a497fbba0aa6bdee278f7f1bd4\",\"recruiterName\":\"丁先生\",\"jobId\":\"40084385\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'dataInfo': 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'%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2260292125%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%7D', 'job': {'labels': ['电力', '新能源', '产品规划', '流程设计', '团队管理'], 'title': '产品助理', 'dq': '深圳-南山区', 'refreshTime': '20230726100921', 'jobKind': '2', 'requireWorkYears': '经验不限', 'requireEduLevel': '统招本科', 'jobId': '60292125', 'salary': '15-30k', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1960292125.shtml', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}}], 'compList': []}, 'pagination': {'currentPage': 0, 'totalPage': 14, 'pageSize': 40, 'totalCounts': 551, 'hasNext': False}, 'passThroughData': {'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb', 'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'sfrom': 'search_job_pc', 'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'scene': 'condition'}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待7秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待4秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第11页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第12页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第13页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第14页，接下来将先等待9秒...然后以继续抓取\n"
     ]
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "\n",
    "产品经理_深圳_results = crawl_liepin.crawl(城市=\"深圳\",关键词=\"产品经理\",工作经验='应届生',登录cookie=cookie)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4b4717c",
   "metadata": {},
   "source": [
    "# 尝试使用数据分析进行数据交互式可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2e906567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"62102803\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[功能测试]</td>\n",
       "      <td>测试</td>\n",
       "      <td>20231010145118</td>\n",
       "      <td>2</td>\n",
       "      <td>62102803</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>64aabf16a12f6d355e9864fa02u.png</td>\n",
       "      <td>新能源汽车</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>58d206ff7032b4d497af8f3b05a.jpg</td>\n",
       "      <td>比亚迪汽车工业有限公司</td>\n",
       "      <td>7891681</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7891681/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"40084385\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[功能产品]</td>\n",
       "      <td>产品助理</td>\n",
       "      <td>20210614210308</td>\n",
       "      <td>2</td>\n",
       "      <td>40084385</td>\n",
       "      <td>深圳</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广东欧堡智能电器有限公司</td>\n",
       "      <td>12785895</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12785895/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"52226085\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[积木玩具, 玩具设计, 积木搭建, 积木, LDD, Studio]</td>\n",
       "      <td>积木搭建师-应届毕业生</td>\n",
       "      <td>20230110150224</td>\n",
       "      <td>2</td>\n",
       "      <td>52226085</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>文娱用品/器材</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62d67a47c6390964833f172305u.jpg</td>\n",
       "      <td>广东翔竣科技有限公司</td>\n",
       "      <td>13272285</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13272285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"62561041\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[]</td>\n",
       "      <td>技术支持工程师</td>\n",
       "      <td>20231031111538</td>\n",
       "      <td>2</td>\n",
       "      <td>62561041</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>652e2b382bada94af43346a608u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "      <td>653711ed8b0a602cb242306c07u.png</td>\n",
       "      <td>光明顶</td>\n",
       "      <td>12388595</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12388595/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"60485257\",\"recruiterNa...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>[市场推广, 营销推广, 营销活动, 甲方公司背景]</td>\n",
       "      <td>产品专员</td>\n",
       "      <td>20230802150901</td>\n",
       "      <td>2</td>\n",
       "      <td>60485257</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>618df9bfa4c5831c43630e5705u.png</td>\n",
       "      <td>华润三九</td>\n",
       "      <td>3441408</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/3441408/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"userId\":\"4b368ddde970b6304a5daa31cb73a5a8\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[本科, 市场洞察]</td>\n",
       "      <td>医疗器械销售代表</td>\n",
       "      <td>20230316101102</td>\n",
       "      <td>6</td>\n",
       "      <td>43192097</td>\n",
       "      <td>深圳</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>617502096fb9d863298a7a8008u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6176696580dc64654d32144e07u.png</td>\n",
       "      <td>高视</td>\n",
       "      <td>1765874</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/1765874/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"2a2f227f3c70bc4b4fe246eda13f4961\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[大专, 银行业, 销售培训, 销售管理]</td>\n",
       "      <td>销售储备干部</td>\n",
       "      <td>20230830113635</td>\n",
       "      <td>6</td>\n",
       "      <td>61230527</td>\n",
       "      <td>深圳-罗湖区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5c66703f509919607f781bdd06u.jpg</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5d8b0562d0e79f08cf1024b807u.png</td>\n",
       "      <td>金雅福</td>\n",
       "      <td>2366699</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/2366699/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"69f71f3eb507f66b54add8fbb7200738\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[硕士, 市场调研, 新媒体策划, 营销策划, 市场营销]</td>\n",
       "      <td>市场助理</td>\n",
       "      <td>20231007170818</td>\n",
       "      <td>6</td>\n",
       "      <td>57768133</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>643612136691a63217ca455a04u.png</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64361376cbfe17111fe692df04u.jpg</td>\n",
       "      <td>深圳乐益施生态科技有限公司</td>\n",
       "      <td>13503341</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13503341/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"8107147f0724b745abc6a21c850047dd\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[本科, 产品经理培训, 拓展培训, 客户管理, 区域销售, 渠道销售, 大客户, to B]</td>\n",
       "      <td>智能终端产品线-区域销售经理（云屏）</td>\n",
       "      <td>20230927164516</td>\n",
       "      <td>6</td>\n",
       "      <td>61946781</td>\n",
       "      <td>深圳</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>计算机硬件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea09e74719d2aa34bffc203a.png</td>\n",
       "      <td>新华三集团</td>\n",
       "      <td>6422719</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/6422719/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"18a605bee46ce35079352170c839981f\",\"...</td>\n",
       "      <td>%7B%22scene%22%3A%22condition%22%2C%22skId%22%...</td>\n",
       "      <td>[本科, 基金业, 客户管理, 渠道销售]</td>\n",
       "      <td>渠道业务总部大区经理</td>\n",
       "      <td>20231010173533</td>\n",
       "      <td>6</td>\n",
       "      <td>62113391</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56f8dcd645ce3231cc638e4605a.jpg</td>\n",
       "      <td>红塔红土基金管理有限公司</td>\n",
       "      <td>8191360</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8191360/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>551 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"jobId\":\"62102803\",\"recruiterNa...   \n",
       "1   {\"jobKind\":\"2\",\"jobId\":\"40084385\",\"recruiterNa...   \n",
       "2   {\"jobKind\":\"2\",\"jobId\":\"52226085\",\"recruiterNa...   \n",
       "3   {\"jobKind\":\"2\",\"jobId\":\"62561041\",\"recruiterNa...   \n",
       "4   {\"jobKind\":\"2\",\"jobId\":\"60485257\",\"recruiterNa...   \n",
       "..                                                ...   \n",
       "26  {\"userId\":\"4b368ddde970b6304a5daa31cb73a5a8\",\"...   \n",
       "27  {\"userId\":\"2a2f227f3c70bc4b4fe246eda13f4961\",\"...   \n",
       "28  {\"userId\":\"69f71f3eb507f66b54add8fbb7200738\",\"...   \n",
       "29  {\"userId\":\"8107147f0724b745abc6a21c850047dd\",\"...   \n",
       "30  {\"userId\":\"18a605bee46ce35079352170c839981f\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "..                                                ...   \n",
       "26  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "27  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "28  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "29  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "30  %7B%22scene%22%3A%22condition%22%2C%22skId%22%...   \n",
       "\n",
       "                                         job.labels           job.title  \\\n",
       "0                                            [功能测试]                  测试   \n",
       "1                                            [功能产品]                产品助理   \n",
       "2               [积木玩具, 玩具设计, 积木搭建, 积木, LDD, Studio]         积木搭建师-应届毕业生   \n",
       "3                                                []             技术支持工程师   \n",
       "4                        [市场推广, 营销推广, 营销活动, 甲方公司背景]                产品专员   \n",
       "..                                              ...                 ...   \n",
       "26                                       [本科, 市场洞察]            医疗器械销售代表   \n",
       "27                            [大专, 银行业, 销售培训, 销售管理]              销售储备干部   \n",
       "28                    [硕士, 市场调研, 新媒体策划, 营销策划, 市场营销]                市场助理   \n",
       "29  [本科, 产品经理培训, 拓展培训, 客户管理, 区域销售, 渠道销售, 大客户, to B]  智能终端产品线-区域销售经理（云屏）   \n",
       "30                            [本科, 基金业, 客户管理, 渠道销售]          渠道业务总部大区经理   \n",
       "\n",
       "   job.refreshTime job.jobKind job.jobId  job.dq job.requireWorkYears  \\\n",
       "0   20231010145118           2  62102803  深圳-龙岗区                 经验不限   \n",
       "1   20210614210308           2  40084385      深圳                 经验不限   \n",
       "2   20230110150224           2  52226085  深圳-宝安区                 经验不限   \n",
       "3   20231031111538           2  62561041  深圳-宝安区                 经验不限   \n",
       "4   20230802150901           2  60485257  深圳-龙华区                 经验不限   \n",
       "..             ...         ...       ...     ...                  ...   \n",
       "26  20230316101102           6  43192097      深圳                  NaN   \n",
       "27  20230830113635           6  61230527  深圳-罗湖区                  NaN   \n",
       "28  20231007170818           6  57768133  深圳-宝安区                  NaN   \n",
       "29  20230927164516           6  61946781      深圳                  NaN   \n",
       "30  20231010173533           6  62113391  深圳-南山区                  NaN   \n",
       "\n",
       "   job.requireEduLevel  ... recruiter.imUserType  \\\n",
       "0                   本科  ...                    2   \n",
       "1                   大专  ...                    2   \n",
       "2                中专/中技  ...                    2   \n",
       "3                   大专  ...                    2   \n",
       "4                 学历不限  ...                    2   \n",
       "..                 ...  ...                  ...   \n",
       "26                 NaN  ...                    2   \n",
       "27                 NaN  ...                    2   \n",
       "28                 NaN  ...                    2   \n",
       "29                 NaN  ...                    2   \n",
       "30                 NaN  ...                    2   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compIndustry  comp.compStage  \\\n",
       "0   64aabf16a12f6d355e9864fa02u.png             新能源汽车            战略投资   \n",
       "1   5f8f986bdfb13a7dee342f2108u.jpg               NaN             NaN   \n",
       "2   5f8f9863f6d1ab58476f246a08u.jpg           文娱用品/器材             NaN   \n",
       "3   652e2b382bada94af43346a608u.png       电子/半导体/集成电路             NaN   \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg                制药          沪深A股上市   \n",
       "..                              ...               ...             ...   \n",
       "26  617502096fb9d863298a7a8008u.png              医疗器械             NaN   \n",
       "27  5c66703f509919607f781bdd06u.jpg           其他商务服务业             NaN   \n",
       "28  643612136691a63217ca455a04u.png           农/林/牧/渔             NaN   \n",
       "29  5f8f986779c7cc70efbf36c008u.jpg             计算机硬件             NaN   \n",
       "30  5f8f986779c7cc70efbf36c008u.jpg          基金/证券/期货             NaN   \n",
       "\n",
       "                      comp.compLogo  comp.compName comp.compId  \\\n",
       "0   58d206ff7032b4d497af8f3b05a.jpg    比亚迪汽车工业有限公司     7891681   \n",
       "1   61b07937d0458d53c627567e02u.jpg   广东欧堡智能电器有限公司    12785895   \n",
       "2   62d67a47c6390964833f172305u.jpg     广东翔竣科技有限公司    13272285   \n",
       "3   653711ed8b0a602cb242306c07u.png            光明顶    12388595   \n",
       "4   618df9bfa4c5831c43630e5705u.png           华润三九     3441408   \n",
       "..                              ...            ...         ...   \n",
       "26  6176696580dc64654d32144e07u.png             高视     1765874   \n",
       "27  5d8b0562d0e79f08cf1024b807u.png            金雅福     2366699   \n",
       "28  64361376cbfe17111fe692df04u.jpg  深圳乐益施生态科技有限公司    13503341   \n",
       "29  5bfea09e74719d2aa34bffc203a.png          新华三集团     6422719   \n",
       "30  56f8dcd645ce3231cc638e4605a.jpg   红塔红土基金管理有限公司     8191360   \n",
       "\n",
       "    comp.compScale                                 comp.link job.campusJobKind  \n",
       "0         10000人以上   https://www.liepin.com/company/7891681/               NaN  \n",
       "1         100-499人  https://www.liepin.com/company/12785895/               NaN  \n",
       "2            1-49人  https://www.liepin.com/company/13272285/               NaN  \n",
       "3         100-499人  https://www.liepin.com/company/12388595/               NaN  \n",
       "4         10000人以上   https://www.liepin.com/company/3441408/               NaN  \n",
       "..             ...                                       ...               ...  \n",
       "26        500-999人   https://www.liepin.com/company/1765874/                应届  \n",
       "27        10000人以上   https://www.liepin.com/company/2366699/                应届  \n",
       "28          50-99人  https://www.liepin.com/company/13503341/                应届  \n",
       "29        10000人以上   https://www.liepin.com/company/6422719/                应届  \n",
       "30          50-99人   https://www.liepin.com/company/8191360/                应届  \n",
       "\n",
       "[551 rows x 32 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c4ed57c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.title', 'job.refreshTime',\n",
       "       'job.jobKind', 'job.jobId', 'job.dq', 'job.requireWorkYears',\n",
       "       'job.requireEduLevel', 'job.salary', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.advViewFlag', 'job.topJob', 'job.link',\n",
       "       'job.dataPromId', 'recruiter.chatted', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.recruiterId', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterPhoto', 'comp.compIndustry',\n",
       "       'comp.compStage', 'comp.compLogo', 'comp.compName', 'comp.compId',\n",
       "       'comp.compScale', 'comp.link', 'job.campusJobKind'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_深圳_results.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5160fd5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深圳        168\n",
       "深圳-南山区    148\n",
       "深圳-福田区     63\n",
       "深圳-龙岗区     45\n",
       "深圳-宝安区     42\n",
       "深圳-龙华区     31\n",
       "深圳-罗湖区     17\n",
       "深圳-坪山区     17\n",
       "深圳-光明区     12\n",
       "深圳-盐田区      8\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq = 产品经理_深圳_results['job.dq'].value_counts()\n",
    "series_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b0e82642",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['深圳-南山区',\n",
       " '深圳-福田区',\n",
       " '深圳-龙岗区',\n",
       " '深圳-宝安区',\n",
       " '深圳-龙华区',\n",
       " '深圳-罗湖区',\n",
       " '深圳-坪山区',\n",
       " '深圳-光明区',\n",
       " '深圳-盐田区']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dq_name = [i for i in series_dq. index if'-' in i]\n",
    "dq_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "05f69779",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深圳-南山区    148\n",
       "深圳-福田区     63\n",
       "深圳-龙岗区     45\n",
       "深圳-宝安区     42\n",
       "深圳-龙华区     31\n",
       "深圳-罗湖区     17\n",
       "深圳-坪山区     17\n",
       "深圳-光明区     12\n",
       "深圳-盐田区      8\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_dq[dq_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "797272af",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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